The DeepFake Detection Challenge (DFDC) Dataset

12 June 2020

Cristian Canton Ferrer

PICV

ArXiv PDF HTML

Papers citing "The DeepFake Detection Challenge (DFDC) Dataset"

49 / 49 papers shown

Title
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection Yaning Zhang Qiufu Li Zitong Yu L. Shen ViT 60 3 0 31 Dec 2024
MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection Yaning Zhang Tianyi Wang Zitong Yu Zan Gao Linlin Shen Shengyong Chen DiffM 67 3 0 15 Sep 2024
Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet Gazi Hasin Ishrak Zalish Mahmud Md. Zami Al Zunaed Farabe Tahera Khanom Tinni Tanzim Reza Mohammad Zavid Parvez 48 3 0 19 Apr 2024
Individualized Deepfake Detection Exploiting Traces Due to Double Neural-Network Operations Mushfiqur Rahman Runze Liu Chau-Wai Wong Huaiyu Dai 36 0 0 13 Dec 2023
Towards General Visual-Linguistic Face Forgery Detection Ke Sun Shen Chen Taiping Yao Haozhe Yang Xiaoshuai Sun Shouhong Ding Rongrong Ji 28 12 0 31 Jul 2023
Towards Generalizable Deepfake Detection by Primary Region Regularization Harry Cheng Yangyang Guo Tianyi Wang Liqiang Nie Mohan S. Kankanhalli 50 0 0 24 Jul 2023
DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection Zhi Yan Yong Zhang Xinhang Yuan Siwei Lyu Baoyuan Wu ELM 30 67 0 04 Jul 2023
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 32 17 0 12 Apr 2023
Impact of Video Processing Operations in Deepfake Detection Yuhang Lu Touradj Ebrahimi CVBM 27 3 0 30 Mar 2023
Enhancing General Face Forgery Detection via Vision Transformer with Low-Rank Adaptation Chen Kong Haoliang Li Shiqi Wang ViT CVBM 45 15 0 02 Mar 2023
Warning: Humans Cannot Reliably Detect Speech Deepfakes Kimberly T. Mai Sergi D. Bray Toby O. Davies Lewis D. Griffin 41 40 0 19 Jan 2023
Generalizable Deepfake Detection with Phase-Based Motion Analysis Ekta Prashnani Michael Goebel B. S. Manjunath 35 4 0 17 Nov 2022
Cross-Domain Local Characteristic Enhanced Deepfake Video Detection Zihan Liu Hanyi Wang Shilin Wang ViT 29 6 0 07 Nov 2022
DEEPFAKE CLI: Accelerated Deepfake Detection using FPGAs Omkar Bhilare Rahul Singh V. Paranjape Sravan Chittupalli Shraddha Suratkar F. Kazi 36 1 0 26 Oct 2022
DeePhy: On Deepfake Phylogeny Kartik Narayan Harsh Agarwal K. Thakral S. Mittal Mayank Vatsa Richa Singh 16 14 0 19 Sep 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 28 11 0 21 Aug 2022
Visual Representations of Physiological Signals for Fake Video Detection Kalin Stefanov Bhawna Paliwal Abhinav Dhall 14 4 0 18 Jul 2022
DFGC 2022: The Second DeepFake Game Competition Bo Peng Wei Xiang Yue Jiang Wei Wang Jing Dong Zhen Sun Zhen Lei Siwei Lyu 21 10 0 30 Jun 2022
Audio-Visual Person-of-Interest DeepFake Detection D. Cozzolino Alessandro Pianese Matthias Nießner L. Verdoliva 36 60 0 06 Apr 2022
A New Approach to Improve Learning-based Deepfake Detection in Realistic Conditions Yuhang Lu Touradj Ebrahimi 39 4 0 22 Mar 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 32 0 0 22 Mar 2022
Robust Deepfake On Unrestricted Media: Generation And Detection Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen 36 7 0 13 Feb 2022
Results and findings of the 2021 Image Similarity Challenge Zoe Papakipos Giorgos Tolias Tomás Jenícek Ed Pizzi Shuhei Yokoo ... Sanjay V. Addicam S. M. Papadakis Cristian Canton Ferrer Ondřej Chum Matthijs Douze 13 13 0 08 Feb 2022
FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Yonghyun Jeong Doyeon Kim Youngmin Ro Jongwon Choi AAML 30 80 0 07 Feb 2022
Dual Contrastive Learning for General Face Forgery Detection Ke Sun Taiping Yao Shen Chen Shouhong Ding L. Jilin Rongrong Ji CVBM 24 171 0 27 Dec 2021
ForgeryNet -- Face Forgery Analysis Challenge 2021: Methods and Results Yinan He Lu Sheng Jing Shao Ziwei Liu Zhaofan Zou ... Mingwen Zhang Zhiheng Wang Zhenhang Huang Tianming Zhang Ningning Zhao CVBM 31 2 0 15 Dec 2021
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural Networks Hua Qi Zhijie Wang Qing Guo Jianlang Chen Felix Juefei Xu L. Ma Jianjun Zhao AAML AI4CE 30 16 0 26 Nov 2021
Style Equalization: Unsupervised Learning of Controllable Generative Sequence Models Jen-Hao Rick Chang A. Shrivastava H. Koppula Xiaoshuai Zhang Oncel Tuzel DiffM 51 16 0 06 Oct 2021
FaceGuard: Proactive Deepfake Detection Yuankun Yang Chenyue Liang Hongyu Hè Xiaoyu Cao Neil Zhenqiang Gong PICV WIGM 49 21 0 13 Sep 2021
Challenges and Solutions in DeepFakes Jatin Sharma Sahil Sharma 42 1 0 12 Sep 2021
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis Kevin Lutz R. Bassett CVBM 27 9 0 28 Aug 2021
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Hasam Khalid Shahroz Tariq Minha Kim Simon S. Woo 36 185 0 11 Aug 2021
OpenForensics: Large-Scale Challenging Dataset For Multi-Face Forgery Detection And Segmentation In-The-Wild Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen AAML 39 59 0 30 Jul 2021
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales Chen Kong Baoliang Chen Haoliang Li Shiqi Wang Anderson de Rezende Rocha Sam Kwong CVBM 53 61 0 13 Jul 2021
The 2021 Image Similarity Dataset and Challenge Matthijs Douze Giorgos Tolias Ed Pizzi Zoe Papakipos L. Chanussot ... Maxim Maximov Laura Leal-Taixé Ismail Elezi Ondřej Chum Cristian Canton Ferrer 28 59 0 17 Jun 2021
Deepfake Detection by Human Crowds, Machines, and Machine-informed Crowds Matthew Groh Ziv Epstein C. Firestone Rosalind W. Picard 49 144 0 13 May 2021
Deepfake Detection Scheme Based on Vision Transformer and Distillation Young-Jin Heo Y. Choi Young-Woon Lee Byung-Gyu Kim ViT 17 55 0 03 Apr 2021
Face Forensics in the Wild Tianfei Zhou Wenguan Wang Zhiyuan Liang Jianbing Shen CVBM 42 118 0 30 Mar 2021
ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis Yinan He Bei Gan Siyu Chen Yichun Zhou Guojun Yin Luchuan Song Lu Sheng Jing Shao Ziwei Liu AAML 35 130 0 09 Mar 2021
Deepfake Videos in the Wild: Analysis and Detection Jiameng Pu Neal Mangaokar Lauren Kelly P. Bhattacharya Kavya Sundaram M. Javed Bolun Wang Bimal Viswanath 28 43 0 07 Mar 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 45 602 0 03 Mar 2021
Countering Malicious DeepFakes: Survey, Battleground, and Horizon Felix Juefei Xu Run Wang Yihao Huang Qing Guo Lei Ma Yang Liu AAML 33 132 0 27 Feb 2021
Advanced Machine Learning Techniques for Fake News (Online Disinformation) Detection: A Systematic Mapping Study M. Choraś K. Demestichas Agata Giełczyk Álvaro Herrero Pawel Ksieniewicz K. Remoundou Daniel Urda M. Woźniak 35 95 0 28 Dec 2020
Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection Luca Bondi E. D. Cannas Paolo Bestagini Stefano Tubaro 23 51 0 16 Nov 2020
Designing Indicators to Combat Fake Media Imani N. Sherman Elissa M. Redmiles Jack W. Stokes 19 7 0 01 Oct 2020
A Lip Sync Expert Is All You Need for Speech to Lip Generation In The Wild Prajwal K R Rudrabha Mukhopadhyay Vinay P. Namboodiri C. V. Jawahar EGVM 52 757 0 23 Aug 2020
Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics Yuezun Li Xin Yang Pu Sun H. Qi Siwei Lyu 149 1,047 0 27 Sep 2019
Deep Learning for Deepfakes Creation and Detection: A Survey Thanh Thi Nguyen Quoc Viet Hung Nguyen Dung Nguyen D. Nguyen Thien Huynh-The S. Nahavandi Thanh Tam Nguyen Viet Quoc Pham Cu Nguyen 31 433 0 25 Sep 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 306 10,368 0 12 Dec 2018